Infrared imaging takes the temperature division of the human body exterior and is currently employed in a variety of medical relevance. In the earlier days, Image processing was prepared by painters and photographs and also done manually. This Image processing is the sculpture of filling lose piece of the entity in image. The processing is used to make over the lost piece of absent division inside the image in order to look reasonable in all way to the human eye. There have been several approaches proposed for the same. This paper proposes the best method to find the nearest neighbor to balance the resultant and the method that is proposed would be iterative. Our main motive is based on that we'll process the cracked or fracted part of image and enhance its quality so that would help us in medical and other fields.